Software Projects

An Autoencoder Neural Network from Scratch

Machine learning , Vision

An autoencoder framework built in Python, featuring modular implementations of various neural network components, as well as a sample autoencoder for images of Nordic runes.

Cats and Dogs Classifier with Inception V3 Transfer Learning

Machine learning , Vision

Demonstration of Transfer Learning from a pre-trained classifier model to enhance the performance of a CNN for classifying images of cats and dogs.

Detecting Lies from Messages in Diplomacy

Machine learning , Nlp

A truth or lie classification of messages in Diplomacy, an online board game of deception. The model was trained on a dataset from The Qanta Project.

NLP Modules for Vector Spaces

Machine learning , Nlp

Modules and Jupyter notebooks for common tasks in Natural Language Processing, like tweet preprocessing, naive bayes classification, word prediction, and common distance functions.

Predicting Sun Spots with Deep Neural Networks

Machine learning , Space

A sunspot prediction model made of a combination of convolutional layers and LSTM layers, trained on time series sunspot data from Tensorflow public datasets.

Sarcasm Detection with Bidirectional LSTM

Machine learning

A classification model built with Tensorflow and trained on sarcasm texts from Tensorflow public datasets.

End-to-end Google Trends data pipeline with dbt, BigQuery, and Streamlit

Data engineering

A BigQuery data warehouse transformation pipeline using dbt and visualisation using Streamlit.

Eurovision-inspired Lyrics Generator with Tensorflow

Machine learning , Nlp

A text-generation model built with Tensorflow and trained on a dataset of Eurovision song lyrics in English.

Deploying a Lambda Function in AWS using the Serverless Framework

Software engineering

A web scraper written in Python and configured to be deployed to AWS Lambda using the Serverless Framework.

'Would you have survived the Titanic sinking?'

Software engineering , Machine learning

A repository of multiple python apps written in different frameworks serving the same machine learning model trained on Kaggle’s Titanic dataset.

Dash-vocado App

Software engineering , Data engineering

A for-fun data visualisation app with interactive charts built with Dash, a strange love child of Python and ReactJS